2: Apply TableVectorizer

This step used:

1: CallMethod 'drop'

This step was used by:

4: Apply HistGradientBoostingRegressor

Where was this step created?

                
  File "/home/circleci/project/doc/conf.py", line 586, in <module>
    create_data_ops_report()
  File "/home/circleci/project/doc/data_ops_report.py", line 99, in create_data_ops_report
    employee_salary_folder = create_employee_salaries_report()
  File "/home/circleci/project/doc/data_ops_report.py", line 83, in create_employee_salaries_report
    X_vec = X.skb.apply(vectorizer)

Estimator fitted in this step:

ApplyToFrame(transformer=TableVectorizer())

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ApplyToFrame

iFitted

Parameters

	transformer	TableVectorizer()
	cols	all()
	keep_original	False
	rename_columns	'{}'

transformer: TableVectorizer

TableVectorizer()

numeric

PassThrough

Parameters

datetime

DatetimeEncoder

Parameters

	resolution	'hour'
	add_weekday	False
	add_total_seconds	True
	add_day_of_year	False
	periodic_encoding	None

low_cardinality

OneHotEncoder

?Documentation for OneHotEncoder

Parameters

	categories	'auto'
	drop	'if_binary'
	sparse_output	False
	dtype	'float32'
	handle_unknown	'ignore'
	min_frequency	None
	max_categories	None
	feature_name_combiner	'concat'

high_cardinality

StringEncoder

Parameters

	n_components	30
	vectorizer	'tfidf'
	ngram_range	(3, ...)
	analyzer	'char_wb'
	stop_words	None
	random_state	None

Output of this step

Column	Column name	dtype	Is sorted	Unique values	Mean	Std	Min	Median	Max
0	gender_F	Float32DType	False	2 (< 0.1%)	0.405	0.491	0.00	0.00	1.00
1	gender_M	Float32DType	False	2 (< 0.1%)	0.594	0.491	0.00	1.00	1.00
2	gender_nan	Float32DType	False	2 (< 0.1%)	0.00125	0.0353	0.00	0.00	1.00
3	department_BOA	Float32DType	False	2 (< 0.1%)	0.000375	0.0194	0.00	0.00	1.00
4	department_BOE	Float32DType	False	2 (< 0.1%)	0.00262	0.0512	0.00	0.00	1.00
5	department_CAT	Float32DType	False	2 (< 0.1%)	0.00763	0.0870	0.00	0.00	1.00
6	department_CCL	Float32DType	False	2 (< 0.1%)	0.0100	0.0995	0.00	0.00	1.00
7	department_CEC	Float32DType	False	2 (< 0.1%)	0.00800	0.0891	0.00	0.00	1.00
8	department_CEX	Float32DType	False	2 (< 0.1%)	0.00387	0.0621	0.00	0.00	1.00
9	department_COR	Float32DType	False	2 (< 0.1%)	0.0526	0.223	0.00	0.00	1.00
10	department_CUS	Float32DType	False	2 (< 0.1%)	0.00313	0.0558	0.00	0.00	1.00
11	department_DEP	Float32DType	False	2 (< 0.1%)	0.0182	0.134	0.00	0.00	1.00
12	department_DGS	Float32DType	False	2 (< 0.1%)	0.0434	0.204	0.00	0.00	1.00
13	department_DHS	Float32DType	False	2 (< 0.1%)	0.00137	0.0371	0.00	0.00	1.00
14	department_DLC	Float32DType	False	2 (< 0.1%)	0.0434	0.204	0.00	0.00	1.00
15	department_DOT	Float32DType	False	2 (< 0.1%)	0.134	0.341	0.00	0.00	1.00
16	department_DPS	Float32DType	False	2 (< 0.1%)	0.0231	0.150	0.00	0.00	1.00
17	department_DTS	Float32DType	False	2 (< 0.1%)	0.0148	0.121	0.00	0.00	1.00
18	department_ECM	Float32DType	False	2 (< 0.1%)	0.000250	0.0158	0.00	0.00	1.00
19	department_FIN	Float32DType	False	2 (< 0.1%)	0.0125	0.111	0.00	0.00	1.00
20	department_FRS	Float32DType	False	2 (< 0.1%)	0.145	0.352	0.00	0.00	1.00
21	department_HCA	Float32DType	False	2 (< 0.1%)	0.00825	0.0905	0.00	0.00	1.00
22	department_HHS	Float32DType	False	2 (< 0.1%)	0.168	0.374	0.00	0.00	1.00
23	department_HRC	Float32DType	False	2 (< 0.1%)	0.000875	0.0296	0.00	0.00	1.00
24	department_IGR	Float32DType	False	2 (< 0.1%)	0.000375	0.0194	0.00	0.00	1.00
25	department_LIB	Float32DType	False	2 (< 0.1%)	0.0399	0.196	0.00	0.00	1.00
26	department_MPB	Float32DType	False	2 (< 0.1%)	0.000250	0.0158	0.00	0.00	1.00
27	department_NDA	Float32DType	False	2 (< 0.1%)	0.00175	0.0418	0.00	0.00	1.00
28	department_OAG	Float32DType	False	2 (< 0.1%)	0.000875	0.0296	0.00	0.00	1.00
29	department_OCP	Float32DType	False	2 (< 0.1%)	0.00187	0.0433	0.00	0.00	1.00
30	department_OHR	Float32DType	False	2 (< 0.1%)	0.00738	0.0856	0.00	0.00	1.00
31	department_OIG	Float32DType	False	2 (< 0.1%)	0.000500	0.0224	0.00	0.00	1.00
32	department_OLO	Float32DType	False	2 (< 0.1%)	0.00125	0.0353	0.00	0.00	1.00
33	department_OMB	Float32DType	False	2 (< 0.1%)	0.00325	0.0569	0.00	0.00	1.00
34	department_PIO	Float32DType	False	2 (< 0.1%)	0.00625	0.0788	0.00	0.00	1.00
35	department_POL	Float32DType	False	2 (< 0.1%)	0.198	0.399	0.00	0.00	1.00
36	department_PRO	Float32DType	False	2 (< 0.1%)	0.00338	0.0580	0.00	0.00	1.00
37	department_REC	Float32DType	False	2 (< 0.1%)	0.0139	0.117	0.00	0.00	1.00
38	department_SHF	Float32DType	False	2 (< 0.1%)	0.0188	0.136	0.00	0.00	1.00
39	department_ZAH	Float32DType	False	2 (< 0.1%)	0.000500	0.0224	0.00	0.00	1.00
40	department_name_Board of Appeals Department	Float32DType	False	2 (< 0.1%)	0.000375	0.0194	0.00	0.00	1.00
41	department_name_Board of Elections	Float32DType	False	2 (< 0.1%)	0.00262	0.0512	0.00	0.00	1.00
42	department_name_Community Engagement Cluster	Float32DType	False	2 (< 0.1%)	0.00800	0.0891	0.00	0.00	1.00
43	department_name_Community Use of Public Facilities	Float32DType	False	2 (< 0.1%)	0.00313	0.0558	0.00	0.00	1.00
44	department_name_Correction and Rehabilitation	Float32DType	False	2 (< 0.1%)	0.0526	0.223	0.00	0.00	1.00
45	department_name_County Attorney's Office	Float32DType	False	2 (< 0.1%)	0.00763	0.0870	0.00	0.00	1.00
46	department_name_County Council	Float32DType	False	2 (< 0.1%)	0.0100	0.0995	0.00	0.00	1.00
47	department_name_Department of Environmental Protection	Float32DType	False	2 (< 0.1%)	0.0182	0.134	0.00	0.00	1.00
48	department_name_Department of Finance	Float32DType	False	2 (< 0.1%)	0.0125	0.111	0.00	0.00	1.00
49	department_name_Department of General Services	Float32DType	False	2 (< 0.1%)	0.0434	0.204	0.00	0.00	1.00
50	department_name_Department of Health and Human Services	Float32DType	False	2 (< 0.1%)	0.168	0.374	0.00	0.00	1.00
51	department_name_Department of Housing and Community Affairs	Float32DType	False	2 (< 0.1%)	0.00825	0.0905	0.00	0.00	1.00
52	department_name_Department of Liquor Control	Float32DType	False	2 (< 0.1%)	0.0434	0.204	0.00	0.00	1.00
53	department_name_Department of Permitting Services	Float32DType	False	2 (< 0.1%)	0.0231	0.150	0.00	0.00	1.00
54	department_name_Department of Police	Float32DType	False	2 (< 0.1%)	0.198	0.399	0.00	0.00	1.00
55	department_name_Department of Public Libraries	Float32DType	False	2 (< 0.1%)	0.0399	0.196	0.00	0.00	1.00
56	department_name_Department of Recreation	Float32DType	False	2 (< 0.1%)	0.0139	0.117	0.00	0.00	1.00
57	department_name_Department of Technology Services	Float32DType	False	2 (< 0.1%)	0.0148	0.121	0.00	0.00	1.00
58	department_name_Department of Transportation	Float32DType	False	2 (< 0.1%)	0.134	0.341	0.00	0.00	1.00
59	department_name_Ethics Commission	Float32DType	False	2 (< 0.1%)	0.000250	0.0158	0.00	0.00	1.00
60	department_name_Fire and Rescue Services	Float32DType	False	2 (< 0.1%)	0.145	0.352	0.00	0.00	1.00
61	department_name_Merit System Protection Board Department	Float32DType	False	2 (< 0.1%)	0.000250	0.0158	0.00	0.00	1.00
62	department_name_Non-Departmental Account	Float32DType	False	2 (< 0.1%)	0.00175	0.0418	0.00	0.00	1.00
63	department_name_Office of Agriculture	Float32DType	False	2 (< 0.1%)	0.000875	0.0296	0.00	0.00	1.00
64	department_name_Office of Consumer Protection	Float32DType	False	2 (< 0.1%)	0.00187	0.0433	0.00	0.00	1.00
65	department_name_Office of Emergency Management and Homeland Security	Float32DType	False	2 (< 0.1%)	0.00137	0.0371	0.00	0.00	1.00
66	department_name_Office of Human Resources	Float32DType	False	2 (< 0.1%)	0.00738	0.0856	0.00	0.00	1.00
67	department_name_Office of Human Rights	Float32DType	False	2 (< 0.1%)	0.000875	0.0296	0.00	0.00	1.00
68	department_name_Office of Intergovernmental Relations Department	Float32DType	False	2 (< 0.1%)	0.000375	0.0194	0.00	0.00	1.00
69	department_name_Office of Legislative Oversight	Float32DType	False	2 (< 0.1%)	0.00125	0.0353	0.00	0.00	1.00
70	department_name_Office of Management and Budget	Float32DType	False	2 (< 0.1%)	0.00325	0.0569	0.00	0.00	1.00
71	department_name_Office of Procurement	Float32DType	False	2 (< 0.1%)	0.00338	0.0580	0.00	0.00	1.00
72	department_name_Office of Public Information	Float32DType	False	2 (< 0.1%)	0.00625	0.0788	0.00	0.00	1.00
73	department_name_Office of Zoning and Administrative Hearings	Float32DType	False	2 (< 0.1%)	0.000500	0.0224	0.00	0.00	1.00
74	department_name_Office of the Inspector General	Float32DType	False	2 (< 0.1%)	0.000500	0.0224	0.00	0.00	1.00
75	department_name_Offices of the County Executive	Float32DType	False	2 (< 0.1%)	0.00387	0.0621	0.00	0.00	1.00
76	department_name_Sheriff's Office	Float32DType	False	2 (< 0.1%)	0.0188	0.136	0.00	0.00	1.00
77	division_00	Float32DType	False	674 (8.4%)	0.224	0.281	7.31e-05	0.134	1.12
78	division_01	Float32DType	False	675 (8.4%)	0.176	0.284	-0.557	0.172	0.821
79	division_02	Float32DType	False	674 (8.4%)	0.0400	0.314	-0.600	-0.00556	1.00
80	division_03	Float32DType	False	674 (8.4%)	0.0438	0.306	-0.404	-0.00797	1.12
81	division_04	Float32DType	False	678 (8.5%)	-0.0385	0.232	-0.804	-0.00726	0.372
82	division_05	Float32DType	False	679 (8.5%)	-0.0438	0.218	-0.657	-0.0440	0.695
83	division_06	Float32DType	False	679 (8.5%)	0.0114	0.211	-0.344	-0.00380	1.19
84	division_07	Float32DType	False	681 (8.5%)	0.00159	0.207	-0.825	-0.00348	0.936
85	division_08	Float32DType	False	681 (8.5%)	-0.0156	0.199	-0.846	-0.0131	0.665
86	division_09	Float32DType	False	681 (8.5%)	0.0151	0.185	-0.531	0.00199	1.03
87	division_10	Float32DType	False	681 (8.5%)	0.0275	0.180	-0.377	0.00560	1.23
88	division_11	Float32DType	False	681 (8.5%)	0.0166	0.175	-0.592	0.00323	0.641
89	division_12	Float32DType	False	681 (8.5%)	0.0123	0.167	-0.671	-0.00462	0.870
90	division_13	Float32DType	False	681 (8.5%)	0.0275	0.159	-0.364	0.00237	1.06
91	division_14	Float32DType	False	681 (8.5%)	-0.00634	0.155	-0.441	-0.000903	0.867
92	division_15	Float32DType	False	681 (8.5%)	-0.0135	0.151	-0.617	-0.0104	0.684
93	division_16	Float32DType	False	681 (8.5%)	0.000122	0.147	-0.559	-5.23e-05	0.513
94	division_17	Float32DType	False	681 (8.5%)	0.0221	0.140	-0.433	0.00482	0.533
95	division_18	Float32DType	False	681 (8.5%)	0.0130	0.140	-0.576	0.00441	0.543
96	division_19	Float32DType	False	681 (8.5%)	0.00710	0.139	-0.368	-0.00335	0.639
97	division_20	Float32DType	False	681 (8.5%)	-0.00172	0.134	-0.418	-0.00189	0.981
98	division_21	Float32DType	False	681 (8.5%)	0.00983	0.131	-0.585	-0.00560	0.611
99	division_22	Float32DType	False	681 (8.5%)	-0.00708	0.127	-0.384	-0.00371	0.606
100	division_23	Float32DType	False	681 (8.5%)	-0.00316	0.122	-0.499	-0.00389	0.603
101	division_24	Float32DType	False	681 (8.5%)	0.00332	0.118	-0.718	-0.00302	0.795
102	division_25	Float32DType	False	681 (8.5%)	0.00467	0.115	-0.299	0.00633	0.730
103	division_26	Float32DType	False	681 (8.5%)	0.000672	0.114	-0.318	-0.00957	0.614
104	division_27	Float32DType	False	681 (8.5%)	-0.00729	0.112	-0.454	8.15e-05	0.613
105	division_28	Float32DType	False	681 (8.5%)	0.00498	0.109	-0.373	-0.00395	0.559
106	division_29	Float32DType	False	681 (8.5%)	0.000786	0.108	-0.328	-0.000894	0.659
107	assignment_category_Parttime-Regular	Float32DType	False	2 (< 0.1%)	0.0896	0.286	0.00	0.00	1.00
108	employee_position_title_00	Float32DType	False	431 (5.4%)	0.234	0.313	0.000532	0.0893	1.10
109	employee_position_title_01	Float32DType	False	431 (5.4%)	0.0777	0.344	-0.374	0.00421	1.08
110	employee_position_title_02	Float32DType	False	431 (5.4%)	0.109	0.301	-0.0620	0.0149	1.16
111	employee_position_title_03	Float32DType	False	431 (5.4%)	0.106	0.275	-0.166	0.0314	0.989
112	employee_position_title_04	Float32DType	False	431 (5.4%)	0.0800	0.240	-0.584	0.0430	0.684
113	employee_position_title_05	Float32DType	False	431 (5.4%)	0.0523	0.208	-0.310	-0.00336	0.963
114	employee_position_title_06	Float32DType	False	431 (5.4%)	0.0323	0.192	-0.306	0.00383	0.819
115	employee_position_title_07	Float32DType	False	431 (5.4%)	0.0106	0.190	-0.533	-0.00498	0.636
116	employee_position_title_08	Float32DType	False	431 (5.4%)	0.0360	0.177	-0.294	0.00421	0.773
117	employee_position_title_09	Float32DType	False	431 (5.4%)	0.00682	0.180	-0.514	0.00592	0.780
118	employee_position_title_10	Float32DType	False	431 (5.4%)	0.0219	0.175	-0.520	-0.00711	0.696
119	employee_position_title_11	Float32DType	False	431 (5.4%)	-0.00189	0.173	-0.437	0.00309	0.852
120	employee_position_title_12	Float32DType	False	431 (5.4%)	-0.00592	0.168	-0.499	-0.00404	0.895
121	employee_position_title_13	Float32DType	False	431 (5.4%)	0.0128	0.165	-0.449	-0.00431	0.657
122	employee_position_title_14	Float32DType	False	431 (5.4%)	-0.00423	0.160	-0.445	-0.00619	0.397
123	employee_position_title_15	Float32DType	False	431 (5.4%)	0.0178	0.155	-0.235	-0.000729	1.08
124	employee_position_title_16	Float32DType	False	431 (5.4%)	0.0113	0.145	-0.292	-0.00245	0.798
125	employee_position_title_17	Float32DType	False	431 (5.4%)	0.00434	0.138	-0.251	-0.00119	0.687
126	employee_position_title_18	Float32DType	False	431 (5.4%)	0.00571	0.136	-0.325	0.00560	1.00
127	employee_position_title_19	Float32DType	False	431 (5.4%)	0.0107	0.132	-0.319	-0.00322	0.438
128	employee_position_title_20	Float32DType	False	431 (5.4%)	-0.00351	0.129	-0.485	-0.00316	0.379
129	employee_position_title_21	Float32DType	False	431 (5.4%)	-0.00476	0.127	-0.427	0.0138	0.531
130	employee_position_title_22	Float32DType	False	431 (5.4%)	0.00190	0.125	-0.378	-0.00282	0.614
131	employee_position_title_23	Float32DType	False	431 (5.4%)	0.00779	0.123	-0.427	-0.00732	0.698
132	employee_position_title_24	Float32DType	False	431 (5.4%)	-0.00281	0.122	-0.593	0.00172	0.720
133	employee_position_title_25	Float32DType	False	431 (5.4%)	0.00824	0.120	-0.221	-0.00155	0.653
134	employee_position_title_26	Float32DType	False	431 (5.4%)	-0.00166	0.114	-0.403	0.00126	0.491
135	employee_position_title_27	Float32DType	False	431 (5.4%)	0.00498	0.108	-0.381	-0.00114	0.547
136	employee_position_title_28	Float32DType	False	431 (5.4%)	5.95e-05	0.105	-0.335	-0.00234	0.557
137	employee_position_title_29	Float32DType	False	431 (5.4%)	-0.00586	0.0973	-0.675	0.0170	0.221
138	date_first_hired_year	Float32DType	False	51 (0.6%)	2.00e+03	9.33	1.96e+03	2.00e+03	2.02e+03
139	date_first_hired_month	Float32DType	False	12 (0.1%)	6.35	3.48	1.00	7.00	12.0
140	date_first_hired_day	Float32DType	False	31 (0.4%)	15.3	8.61	1.00	15.0	31.0
141	date_first_hired_total_seconds	Float32DType	False	2101 (26.3%)	1.08e+09	2.94e+08	-1.34e+08	1.12e+09	1.48e+09
142	year_first_hired	Float32DType	False	51 (0.6%)	2.00e+03	9.33	1.96e+03	2.00e+03	2.02e+03

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2: Apply TableVectorizer

This step used:

This step was used by:

Where was this step created?

Estimator fitted in this step:

Output of this step

gender_F

gender_M

gender_nan

department_BOA

department_BOE

department_CAT

department_CCL

department_CEC

department_CEX

department_COR

department_CUS

department_DEP

department_DGS

department_DHS

department_DLC

department_DOT

department_DPS

department_DTS

department_ECM

department_FIN

department_FRS

department_HCA

department_HHS

department_HRC

department_IGR

department_LIB

department_MPB

department_NDA

department_OAG

department_OCP

department_OHR

department_OIG

department_OLO

department_OMB

department_PIO

department_POL

department_PRO

department_REC

department_SHF

department_ZAH

department_name_Board of Appeals Department

department_name_Board of Elections

department_name_Community Engagement Cluster

department_name_Community Use of Public Facilities

department_name_Correction and Rehabilitation

department_name_County Attorney's Office

department_name_County Council

department_name_Department of Environmental Protection

department_name_Department of Finance

department_name_Department of General Services

department_name_Department of Health and Human Services

department_name_Department of Housing and Community Affairs

department_name_Department of Liquor Control

department_name_Department of Permitting Services

department_name_Department of Police

department_name_Department of Public Libraries

department_name_Department of Recreation

department_name_Department of Technology Services

department_name_Department of Transportation

department_name_Ethics Commission

department_name_Fire and Rescue Services

department_name_Merit System Protection Board Department

department_name_Non-Departmental Account

department_name_Office of Agriculture

department_name_Office of Consumer Protection

department_name_Office of Emergency Management and Homeland Security

department_name_Office of Human Resources

department_name_Office of Human Rights

department_name_Office of Intergovernmental Relations Department

department_name_Office of Legislative Oversight

department_name_Office of Management and Budget

department_name_Office of Procurement

department_name_Office of Public Information

department_name_Office of Zoning and Administrative Hearings